Task-Adaptive Decoder Specialization for Unified Image Coding Toward Human Reconstruction and Machine Classification

Abstract excerpt

<title>Abstract</title> <p>Multi-task image coding for human perception and machine vision has recently attracted increasing attention within unified compression frameworks. However, existing unified coding methods based on shared latent representations still struggle to jointly preserve perceptual texture fidelity and classification-relevant semantic discriminability, especially at low bitrates where generic dec...

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• Algorithms
• Breast Neoplasms
• Cystic Fibrosis
• Deep Learning
• Image Enhancement
• Image Processing, Computer-Assisted
• Phenotype
• Retina

Identifiers and source

Literature Corpus work

939181f7-db12-55f5-8c7a-77320e5f9742

DOI

10.21203/rs.3.rs-9671400/v1